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Accelerating software delivery with agentic QA automation using Amazon Nova Act – Part 2

Machine Learning Blog



This article demonstrates how QA Studio enables batch regression testing and CI/CD pipeline integration for agentic QA automation using Amazon Nova Act.

  • Test suites organize use cases into collections that execute in parallel on Amazon ECS Fargate workers for faster regression testing
  • QA Studio CLI provides command-line interface with OAuth 2.0 authentication for non-interactive CI/CD pipeline execution
  • Support for environment overrides via --base-url, --var, --region, and --model-id flags to run same tests across different environments
  • Secure credential handling through AWS Secrets Manager with secrets not exposed in logs or history records
  • Exit codes (0, 1, 2) distinguish between test passes, test failures, and infrastructure errors for pipeline integration
  • Integration examples provided for GitHub Actions, GitLab CI, and Jenkins with artifact preservation and scheduled execution

QA Studio transforms agentic testing from interactive tool into continuous quality assurance platform integrated into automated software delivery workflows.



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